Matches in SemOpenAlex for { <https://semopenalex.org/work/W2781163325> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W2781163325 abstract "Transfer learning methods address the situation where little labeled training data from the problem exists, but much training data from a related domain is available. However, the overwhelming majority of transfer learning methods are designed for simple settings where the source and target predictive functions are almost identical, limiting the applicability of transfer learning methods to real world data. We propose a novel, weaker, property of the source domain that can be transferred even when the source and target predictive functions diverge. Our method assumes the source and target functions share a Pairwise Similarity property, where if the source function makes similar predictions on a pair of instances, then so will the target function. We propose Pairwise Similarity Regularization Transfer, a flexible graph-based regularization framework which can incorporate this modeling assumption into standard supervised learning algorithms. We show how users can encode domain knowledge into our regularizer in the form of spatial continuity, pairwise similarity constraints and how our method can be scaled to large data sets using the Nystrom approximation. Finally, we present positive and negative results on real and synthetic data sets and discuss when our Pairwise Similarity transfer assumption seems to hold in practice." @default.
- W2781163325 created "2018-01-05" @default.
- W2781163325 creator A5030289182 @default.
- W2781163325 creator A5040429521 @default.
- W2781163325 date "2017-12-23" @default.
- W2781163325 modified "2023-09-27" @default.
- W2781163325 title "Transfer Regression via Pairwise Similarity Regularization" @default.
- W2781163325 cites W114517082 @default.
- W2781163325 cites W123476658 @default.
- W2781163325 cites W189742998 @default.
- W2781163325 cites W2006398000 @default.
- W2781163325 cites W2029469881 @default.
- W2781163325 cites W2103851188 @default.
- W2781163325 cites W2104068492 @default.
- W2781163325 cites W2104290444 @default.
- W2781163325 cites W2115403315 @default.
- W2781163325 cites W2116810533 @default.
- W2781163325 cites W2120708938 @default.
- W2781163325 cites W2122156965 @default.
- W2781163325 cites W2132914434 @default.
- W2781163325 cites W2147520416 @default.
- W2781163325 cites W2149464712 @default.
- W2781163325 cites W2149466042 @default.
- W2781163325 cites W2154455818 @default.
- W2781163325 cites W2165698076 @default.
- W2781163325 cites W2610857016 @default.
- W2781163325 cites W99485931 @default.
- W2781163325 hasPublicationYear "2017" @default.
- W2781163325 type Work @default.
- W2781163325 sameAs 2781163325 @default.
- W2781163325 citedByCount "0" @default.
- W2781163325 crossrefType "posted-content" @default.
- W2781163325 hasAuthorship W2781163325A5030289182 @default.
- W2781163325 hasAuthorship W2781163325A5040429521 @default.
- W2781163325 hasConcept C103278499 @default.
- W2781163325 hasConcept C111472728 @default.
- W2781163325 hasConcept C115961682 @default.
- W2781163325 hasConcept C119857082 @default.
- W2781163325 hasConcept C138885662 @default.
- W2781163325 hasConcept C150899416 @default.
- W2781163325 hasConcept C154945302 @default.
- W2781163325 hasConcept C184898388 @default.
- W2781163325 hasConcept C189950617 @default.
- W2781163325 hasConcept C2776135515 @default.
- W2781163325 hasConcept C33923547 @default.
- W2781163325 hasConcept C41008148 @default.
- W2781163325 hasConceptScore W2781163325C103278499 @default.
- W2781163325 hasConceptScore W2781163325C111472728 @default.
- W2781163325 hasConceptScore W2781163325C115961682 @default.
- W2781163325 hasConceptScore W2781163325C119857082 @default.
- W2781163325 hasConceptScore W2781163325C138885662 @default.
- W2781163325 hasConceptScore W2781163325C150899416 @default.
- W2781163325 hasConceptScore W2781163325C154945302 @default.
- W2781163325 hasConceptScore W2781163325C184898388 @default.
- W2781163325 hasConceptScore W2781163325C189950617 @default.
- W2781163325 hasConceptScore W2781163325C2776135515 @default.
- W2781163325 hasConceptScore W2781163325C33923547 @default.
- W2781163325 hasConceptScore W2781163325C41008148 @default.
- W2781163325 hasLocation W27811633251 @default.
- W2781163325 hasOpenAccess W2781163325 @default.
- W2781163325 hasPrimaryLocation W27811633251 @default.
- W2781163325 hasRelatedWork W1546319741 @default.
- W2781163325 hasRelatedWork W1596709974 @default.
- W2781163325 hasRelatedWork W1980974066 @default.
- W2781163325 hasRelatedWork W1982811461 @default.
- W2781163325 hasRelatedWork W2002223291 @default.
- W2781163325 hasRelatedWork W2024717016 @default.
- W2781163325 hasRelatedWork W2049382867 @default.
- W2781163325 hasRelatedWork W2130206002 @default.
- W2781163325 hasRelatedWork W2142063301 @default.
- W2781163325 hasRelatedWork W2312711337 @default.
- W2781163325 hasRelatedWork W2359004419 @default.
- W2781163325 hasRelatedWork W2510477663 @default.
- W2781163325 hasRelatedWork W2573291455 @default.
- W2781163325 hasRelatedWork W2696200655 @default.
- W2781163325 hasRelatedWork W2724116567 @default.
- W2781163325 hasRelatedWork W2890336707 @default.
- W2781163325 hasRelatedWork W2908553673 @default.
- W2781163325 hasRelatedWork W3092882237 @default.
- W2781163325 hasRelatedWork W3209170612 @default.
- W2781163325 hasRelatedWork W2076702747 @default.
- W2781163325 isParatext "false" @default.
- W2781163325 isRetracted "false" @default.
- W2781163325 magId "2781163325" @default.
- W2781163325 workType "article" @default.